{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda2/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  from pandas.util.testing import assert_frame_equal\n"
     ]
    }
   ],
   "source": [
    "from pandas_datareader import data as datareader\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import timedelta\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.linear_model import RidgeClassifier, LogisticRegression, SGDClassifier\n",
    "\n",
    "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n",
    "from sklearn.metrics import r2_score, matthews_corrcoef, f1_score, mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data reading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from yahoofinancials import YahooFinancials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "TICKER = 'DB'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "aapl_yf = yahoo_financials_tech = YahooFinancials([TICKER])\n",
    "data = aapl_yf.get_historical_price_data('2000-01-01', '2020-08-01', 'daily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data = pd.DataFrame(data[TICKER]['prices'])\n",
    "data = data.set_index('formatted_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>adjclose</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>formatted_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>946909800</td>\n",
       "      <td>82.061066</td>\n",
       "      <td>76.574425</td>\n",
       "      <td>77.767174</td>\n",
       "      <td>77.767174</td>\n",
       "      <td>32100</td>\n",
       "      <td>51.795048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>946996200</td>\n",
       "      <td>78.005722</td>\n",
       "      <td>76.335876</td>\n",
       "      <td>76.693703</td>\n",
       "      <td>76.693703</td>\n",
       "      <td>24900</td>\n",
       "      <td>51.080093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>947082600</td>\n",
       "      <td>80.391220</td>\n",
       "      <td>78.244278</td>\n",
       "      <td>78.602097</td>\n",
       "      <td>78.602097</td>\n",
       "      <td>21600</td>\n",
       "      <td>52.351143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>947169000</td>\n",
       "      <td>82.061066</td>\n",
       "      <td>80.391220</td>\n",
       "      <td>80.391220</td>\n",
       "      <td>80.391220</td>\n",
       "      <td>20100</td>\n",
       "      <td>53.542736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-07</th>\n",
       "      <td>947255400</td>\n",
       "      <td>83.969467</td>\n",
       "      <td>83.015266</td>\n",
       "      <td>83.969467</td>\n",
       "      <td>83.969467</td>\n",
       "      <td>27300</td>\n",
       "      <td>55.925941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-27</th>\n",
       "      <td>1595856600</td>\n",
       "      <td>9.570000</td>\n",
       "      <td>9.480000</td>\n",
       "      <td>9.530000</td>\n",
       "      <td>9.550000</td>\n",
       "      <td>1890800</td>\n",
       "      <td>9.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-28</th>\n",
       "      <td>1595943000</td>\n",
       "      <td>9.470000</td>\n",
       "      <td>9.320000</td>\n",
       "      <td>9.400000</td>\n",
       "      <td>9.450000</td>\n",
       "      <td>3287700</td>\n",
       "      <td>9.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-29</th>\n",
       "      <td>1596029400</td>\n",
       "      <td>9.250000</td>\n",
       "      <td>8.940000</td>\n",
       "      <td>8.980000</td>\n",
       "      <td>9.220000</td>\n",
       "      <td>11404400</td>\n",
       "      <td>9.220000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-30</th>\n",
       "      <td>1596115800</td>\n",
       "      <td>9.030000</td>\n",
       "      <td>8.610000</td>\n",
       "      <td>8.680000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7392700</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31</th>\n",
       "      <td>1596202200</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>8.900000</td>\n",
       "      <td>9.140000</td>\n",
       "      <td>8.920000</td>\n",
       "      <td>3462400</td>\n",
       "      <td>8.920000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5178 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      date       high        low       open      close  \\\n",
       "formatted_date                                                           \n",
       "2000-01-03       946909800  82.061066  76.574425  77.767174  77.767174   \n",
       "2000-01-04       946996200  78.005722  76.335876  76.693703  76.693703   \n",
       "2000-01-05       947082600  80.391220  78.244278  78.602097  78.602097   \n",
       "2000-01-06       947169000  82.061066  80.391220  80.391220  80.391220   \n",
       "2000-01-07       947255400  83.969467  83.015266  83.969467  83.969467   \n",
       "...                    ...        ...        ...        ...        ...   \n",
       "2020-07-27      1595856600   9.570000   9.480000   9.530000   9.550000   \n",
       "2020-07-28      1595943000   9.470000   9.320000   9.400000   9.450000   \n",
       "2020-07-29      1596029400   9.250000   8.940000   8.980000   9.220000   \n",
       "2020-07-30      1596115800   9.030000   8.610000   8.680000   9.000000   \n",
       "2020-07-31      1596202200   9.200000   8.900000   9.140000   8.920000   \n",
       "\n",
       "                  volume   adjclose  \n",
       "formatted_date                       \n",
       "2000-01-03         32100  51.795048  \n",
       "2000-01-04         24900  51.080093  \n",
       "2000-01-05         21600  52.351143  \n",
       "2000-01-06         20100  53.542736  \n",
       "2000-01-07         27300  55.925941  \n",
       "...                  ...        ...  \n",
       "2020-07-27       1890800   9.550000  \n",
       "2020-07-28       3287700   9.450000  \n",
       "2020-07-29      11404400   9.220000  \n",
       "2020-07-30       7392700   9.000000  \n",
       "2020-07-31       3462400   8.920000  \n",
       "\n",
       "[5178 rows x 7 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlfinlab.features.fracdiff import frac_diff_ffd\n",
    "from utils import get_meta_barier, getDailyVol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5178,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['close'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    frac_diff_series = frac_diff_ffd(pd.DataFrame(np.log(data['close'])), 0.7, thresh=1e-4)\n",
    "except:\n",
    "    print('Not calculated')\n",
    "    frac_diff_series = pd.DataFrame(np.log(data['close'])).pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127988208>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frac_diff_series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlfinlab.microstructural_features import get_roll_measure, get_roll_impact\n",
    "from mlfinlab.microstructural_features import get_corwin_schultz_estimator, get_bekker_parkinson_vol\n",
    "from mlfinlab.microstructural_features import get_bar_based_kyle_lambda, get_bar_based_amihud_lambda, get_bar_based_hasbrouck_lambda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ta import add_all_ta_features\n",
    "from ta.utils import dropna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "WINDOW = 14\n",
    "INPUT_WINDOW = 3 # REDUCED THE CONTEXT\n",
    "HORIZON = 1\n",
    "N_SAMPLES = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_model():\n",
    "    # added bagging of decison trees instead of linear models\n",
    "    clf=RandomForestClassifier(n_estimators=1,\n",
    "                               criterion='entropy',\n",
    "                               bootstrap=False,\n",
    "                               class_weight='balanced_subsample')\n",
    "    clf=BaggingClassifier(base_estimator=clf,\n",
    "                         n_estimators=100,\n",
    "                         max_features=1.)\n",
    "    return clf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add all ta features\n",
    "technical_features = add_all_ta_features(\n",
    "    data, open=\"open\", high=\"high\", low=\"low\", close=\"close\", volume=\"volume\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['feat_new_volume_cmf'] = technical_features['volume_cmf']\n",
    "data['feat_new_volatility_dcl'] = technical_features['volatility_dcl']\n",
    "data['feat_new_trend_macd_diff'] = technical_features['trend_macd_diff']\n",
    "data['feat_new_trend_vortex_ind_diff'] = technical_features['trend_vortex_ind_diff']\n",
    "data['feat_new_momentum_stoch_signal'] = technical_features['momentum_stoch_signal']\n",
    "data['feat_new_momentum_tsi'] = technical_features['momentum_tsi']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['feat_new_roll_measure'] = get_roll_measure(data['close'], WINDOW)\n",
    "data['feat_new_roll_impact'] = get_roll_impact(data['close'], data['volume'], WINDOW)\n",
    "data['feat_new_corwin_schultz'] = get_corwin_schultz_estimator(data['high'], data['low'], WINDOW)\n",
    "data['feat_new_bekker_parkinson_vol'] = get_bekker_parkinson_vol(data['high'], data['low'], WINDOW)\n",
    "data['feat_new_kyle_lambda'] = get_bar_based_kyle_lambda(data['close'], data['volume'], WINDOW)\n",
    "data['feat_new_amihud_lambda'] = get_bar_based_amihud_lambda(data['close'], data['volume'], WINDOW)\n",
    "data['feat_new_hasbrouck_lambda'] = get_bar_based_hasbrouck_lambda(data['close'], data['volume'], WINDOW)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data['feat_new_min_frac_close'] = frac_diff_series.rolling(WINDOW).min()\n",
    "data['feat_new_max_frac_close'] = frac_diff_series.rolling(WINDOW).max()\n",
    "data['feat_new_mean_frac_close'] = frac_diff_series.rolling(WINDOW).mean()\n",
    "data['feat_new_std_frac_close'] = frac_diff_series.rolling(WINDOW).std()\n",
    "data['feat_new_skew_frac_close'] = frac_diff_series.rolling(WINDOW).skew()\n",
    "data['feat_new_kurt_frac_close'] = frac_diff_series.rolling(WINDOW).kurt()\n",
    "data['feat_new_autocorr_frac_close'] = frac_diff_series.rolling(WINDOW).apply(lambda x: x.autocorr(), raw=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "FEATURE_COLUMNS = [d for d in data.columns if 'feat_new' in d]\n",
    "dataset = data[FEATURE_COLUMNS]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_normalized = {}\n",
    "for feature_column in dataset.columns:\n",
    "    feature_i = dataset[feature_column]\n",
    "    feature_i_norm = (feature_i - feature_i.rolling(WINDOW).mean()) / feature_i.rolling(WINDOW).std()\n",
    "    dataset_normalized[feature_column] = feature_i_norm\n",
    "dataset_normalized = pd.DataFrame(\n",
    "       dataset_normalized, index = dataset.index\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset_normalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset['close'] = data['close']\n",
    "dataset = dataset.replace([np.inf, -np.inf], np.nan)\n",
    "dataset = dataset.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x129ec54e0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createXY(inputs, outputs, training=False): \n",
    "    \n",
    "    def flatten_features_window(x):\n",
    "        mean = x.mean(axis=1)\n",
    "        std = x.std(axis=1)\n",
    "        low = x.min(axis=1)\n",
    "        high = x.max(axis=1)\n",
    "        open_f = x[:, 0]\n",
    "        close_f = x[:, -1]\n",
    "        return close_f\n",
    "    \n",
    "    X, Y, P = [], [], []\n",
    "    \n",
    "    # FIXED IID ASSUMPTION (up to some point)\n",
    "    if training:\n",
    "        SKIP = INPUT_WINDOW + HORIZON\n",
    "    else:\n",
    "        SKIP = 1\n",
    "    \n",
    "    for i in range(INPUT_WINDOW, len(inputs)-HORIZON, SKIP):\n",
    "\n",
    "        window = inputs[i-INPUT_WINDOW:i].values\n",
    "        future = (outputs[i+HORIZON] - outputs[i]) / outputs[i]\n",
    "        future_binary = 1.0 if future > 0 else 0.0\n",
    "\n",
    "        X.append(window)\n",
    "        Y.append(future_binary)\n",
    "        P.append(future)\n",
    "\n",
    "    X, Y, P = np.array(X), np.array(Y), np.array(P)\n",
    "    X = flatten_features_window(X)\n",
    "    return X, Y, P"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# training for longer time!\n",
    "# dataset_train = dataset[:'2018']\n",
    "# dataset_test = dataset['2019':]\n",
    "\n",
    "# dataset_train = dataset['2000':'2001']\n",
    "# dataset_test = dataset['2002':'2003']\n",
    "\n",
    "dataset_train = dataset['2000':'2005']\n",
    "dataset_test = dataset['2006':'2010']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fixed train / test set \n",
    "X_train, Y_train, P_train = createXY(dataset_train[FEATURE_COLUMNS], dataset_train['close'], training=True)\n",
    "X_test, Y_test, P_test = createXY(dataset_test[FEATURE_COLUMNS], dataset_test['close'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((254, 20), (254,), (954, 20), (954,))"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, Y_train.shape, X_test.shape, Y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "mmcs, pred_prs = [], []\n",
    "for n in range(N_SAMPLES):\n",
    "\n",
    "    clf = create_model()\n",
    "\n",
    "    clf.fit(X_train, Y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    pred_pr = clf.predict_proba(X_test)[:, 1]\n",
    "    \n",
    "    mmcs.append(matthews_corrcoef(Y_test, pred))\n",
    "    pred_prs.append(pred_pr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.title(str(np.mean(mmcs)))\n",
    "plt.hist(mmcs)\n",
    "plt.axvline(np.mean(mmcs), color = 'red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bagging_strategies, bagging_returns = [], []\n",
    "plt.figure(figsize = (15, 5))\n",
    "\n",
    "for pred_pr in pred_prs:\n",
    "    signal = [-(1-p) if p <= 0.5 else p for p in pred_pr]\n",
    "    bagging_strategies.append((signal * P_test).cumsum())\n",
    "    bagging_returns.append(signal * P_test)\n",
    "    plt.plot((signal * P_test).cumsum(), color = 'grey', ls = '--', lw=0.5)\n",
    "    \n",
    "plt.plot(P_test.cumsum(), lw = 3, label = 'Benchmark')\n",
    "plt.plot(np.array(bagging_strategies).mean(axis=0), lw = 3, label = 'Strategy')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "benchmark_returns = P_test\n",
    "strategy_returns = np.array(bagging_returns).mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(benchmark_returns)\n",
    "plt.plot(strategy_returns)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0003388092269989405, -0.0004301582113059563)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(benchmark_returns), np.mean(strategy_returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlfinlab.backtest_statistics import sharpe_ratio\n",
    "from mlfinlab.backtest_statistics import probabilistic_sharpe_ratio\n",
    "from mlfinlab.backtest_statistics import deflated_sharpe_ratio\n",
    "from mlfinlab.backtest_statistics import information_ratio\n",
    "from mlfinlab.backtest_statistics import minimum_track_record_length\n",
    "from mlfinlab.backtest_statistics import drawdown_and_time_under_water"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ar1(x):\n",
    "    return np.corrcoef(x[:-1], x[1:])[0,1]\n",
    "\n",
    "def autocorr_penalty(x):\n",
    "    n = len(x)\n",
    "    p = np.abs(ar1(x))\n",
    "    return np.sqrt(1 + 2*np.sum([((n - i)/n)*p**i for i in range(1,n)]))\n",
    "\n",
    "def smart_sharpe(x):\n",
    "    return (np.mean(x)/(np.std(x, ddof=1) * autocorr_penalty(x)) * np.sqrt(252))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.14104240930823447, 0.1313924767558224)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "benchmark_sharpe = sharpe_ratio(benchmark_returns, entries_per_year=252)\n",
    "benchmark_sharpe_smart = smart_sharpe(benchmark_returns)\n",
    "benchmark_sharpe, benchmark_sharpe_smart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.3299411492028417, -0.2991896479565386)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strategy_sharpe = sharpe_ratio(strategy_returns, entries_per_year=252)\n",
    "strategy_sharpe_smart = smart_sharpe(strategy_returns)\n",
    "strategy_sharpe, strategy_sharpe_smart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.175413480479119e-46"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "psr = probabilistic_sharpe_ratio(strategy_sharpe, benchmark_sharpe, len(benchmark_returns))\n",
    "psr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.922689116176199e-171"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_strategy_sharpes = []\n",
    "for r in bagging_returns:\n",
    "    sr_i = sharpe_ratio(r, entries_per_year=252)\n",
    "    all_strategy_sharpes.append(sr_i)\n",
    "\n",
    "dsr = deflated_sharpe_ratio(strategy_sharpe, all_strategy_sharpes, len(benchmark_returns))\n",
    "dsr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.5898155460606217"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ir = information_ratio(strategy_returns, benchmark=np.mean(benchmark_returns), entries_per_year=252)\n",
    "ir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.860593560360934"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mtrl = minimum_track_record_length(strategy_sharpe, benchmark_sharpe)\n",
    "mtrl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checking Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shap\n",
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fixed train / test set \n",
    "X_train, Y_train, P_train = createXY(dataset_train[FEATURE_COLUMNS], dataset_train['close'], training=True)\n",
    "X_test, Y_test, P_test = createXY(dataset_test[FEATURE_COLUMNS], dataset_test['close'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((254, 20), (254,), (954, 20), (954,))"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, Y_train.shape, X_test.shape, Y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "X_train_df = pd.DataFrame(X_train, columns = FEATURE_COLUMNS)\n",
    "X_test_df = pd.DataFrame(X_test, columns = FEATURE_COLUMNS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = RandomForestClassifier(n_estimators=100, class_weight='balanced_subsample', criterion='entropy')\n",
    "clf.fit(X_train_df, Y_train)\n",
    "\n",
    "explainer = shap.TreeExplainer(clf)\n",
    "shap_values = explainer.shap_values(X_train_df)\n",
    "\n",
    "fi0 = np.abs(shap_values[0]).mean(axis=0)\n",
    "fi1 = np.abs(shap_values[1]).mean(axis=0)\n",
    "fi = fi0 + fi1\n",
    "imp = pd.DataFrame({\n",
    "    'feature': X_train_df.columns.tolist(),\n",
    "    'mean': fi\n",
    "})\n",
    "imp = imp.set_index('feature')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12d7f17f0>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imp.sort_values('mean').plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "IMPORTANT_FEATURES = imp.sort_values('mean')[::-1][3:-3].index.values.tolist()\n",
    "# IMPORTANT_FEATURES = imp[imp['mean'] > 0.0].index.values.tolist()\n",
    "# IMPORTANT_FEATURES = FEATURE_COLUMNS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "['feat_new_roll_measure', 'feat_new_roll_impact', 'feat_new_std_frac_close', 'feat_new_autocorr_frac_close', 'feat_new_skew_frac_close', 'feat_new_hasbrouck_lambda', 'feat_new_max_frac_close', 'feat_new_bekker_parkinson_vol', 'feat_new_kurt_frac_close', 'feat_new_momentum_stoch_signal', 'feat_new_momentum_tsi', 'feat_new_volume_cmf', 'feat_new_mean_frac_close', 'feat_new_volatility_dcl']"
      ],
      "text/plain": [
       "['feat_new_roll_measure',\n",
       " 'feat_new_roll_impact',\n",
       " 'feat_new_std_frac_close',\n",
       " 'feat_new_autocorr_frac_close',\n",
       " 'feat_new_skew_frac_close',\n",
       " 'feat_new_hasbrouck_lambda',\n",
       " 'feat_new_max_frac_close',\n",
       " 'feat_new_bekker_parkinson_vol',\n",
       " 'feat_new_kurt_frac_close',\n",
       " 'feat_new_momentum_stoch_signal',\n",
       " 'feat_new_momentum_tsi',\n",
       " 'feat_new_volume_cmf',\n",
       " 'feat_new_mean_frac_close',\n",
       " 'feat_new_volatility_dcl']"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IMPORTANT_FEATURES"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Retraining on the best features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, Y_train, P_train = createXY(dataset_train[IMPORTANT_FEATURES], dataset_train['close'], training=True)\n",
    "X_test, Y_test, P_test = createXY(dataset_test[IMPORTANT_FEATURES], dataset_test['close'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmcs, pred_prs = [], []\n",
    "for n in range(N_SAMPLES):\n",
    "\n",
    "    clf = create_model()\n",
    "\n",
    "    clf.fit(X_train, Y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    pred_pr = clf.predict_proba(X_test)[:, 1]\n",
    "    \n",
    "    mmcs.append(matthews_corrcoef(Y_test, pred))\n",
    "    pred_prs.append(pred_pr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.title(str(np.mean(mmcs)))\n",
    "plt.hist(mmcs)\n",
    "plt.axvline(np.mean(mmcs), color = 'red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bagging_strategies, bagging_returns = [], []\n",
    "plt.figure(figsize = (15, 5))\n",
    "\n",
    "for pred_pr in pred_prs:\n",
    "    signal = [-(1-p) if p <= 0.5 else p for p in pred_pr]\n",
    "    bagging_strategies.append((signal * P_test).cumsum())\n",
    "    bagging_returns.append(signal * P_test)\n",
    "    plt.plot((signal * P_test).cumsum(), color = 'grey', ls = '--', lw=0.5)\n",
    "    \n",
    "plt.plot(P_test.cumsum(), lw = 3, label = 'Benchmark')\n",
    "plt.plot(np.array(bagging_strategies).mean(axis=0), lw = 3, label = 'Strategy')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "strategy_returns_features = np.array(bagging_returns).mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.14104240930823447, 0.1313924767558224)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "benchmark_sharpe = sharpe_ratio(benchmark_returns, entries_per_year=252)\n",
    "benchmark_sharpe_smart = smart_sharpe(benchmark_returns)\n",
    "benchmark_sharpe, benchmark_sharpe_smart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.3299411492028417, -0.2991896479565386)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strategy_sharpe = sharpe_ratio(strategy_returns, entries_per_year=252)\n",
    "strategy_sharpe_smart = smart_sharpe(strategy_returns)\n",
    "strategy_sharpe, strategy_sharpe_smart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.06162108584320511, 0.055604004456373486)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strategy_sharpe_features = sharpe_ratio(strategy_returns_features, entries_per_year=252)\n",
    "strategy_sharpe_features_smart = smart_sharpe(strategy_returns_features)\n",
    "strategy_sharpe_features, strategy_sharpe_features_smart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "psr = probabilistic_sharpe_ratio(strategy_sharpe_features, strategy_sharpe, len(benchmark_returns))\n",
    "psr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
